Search Results for author: Hongmei Chen

Found 3 papers, 1 papers with code

Denoising Variational Graph of Graphs Auto-Encoder for Predicting Structured Entity Interactions

1 code implementation IEEE Transactions on Knowledge and Data Engineering 2023 PDF Han Chen, Hanchen Wang, Hongmei Chen, Ying Zhang, Wenjie Zhang, Xuemin Lin

The interactions between structured entities play important roles in a wide range of applications such as chemistry, material science, biology, and medical science.

Denoising

Unsupervised feature selection via self-paced learning and low-redundant regularization

no code implementations14 Dec 2021 Weiyi Li, Hongmei Chen, Tianrui Li, Jihong Wan, Binbin Sang

In this study, an unsupervised feature selection is proposed by integrating the framework of self-paced learning and subspace learning.

feature selection

Reconstruction of Hidden Representation for Robust Feature Extraction

no code implementations8 Oct 2017 Zeng Yu, Tianrui Li, Ning Yu, Yi Pan, Hongmei Chen, Bing Liu

We believe that minimizing the reconstruction error of the hidden representation is more robust than minimizing the Frobenius norm of the Jacobian matrix of the hidden representation.

Denoising Representation Learning

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